{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1> Demo Notebook</h1>\n",
    "\n",
    "Notebook for visualising models on a given image.\n",
    "Given an image and a desired transformation, transform the image given the transformation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import quaternion\n",
    "import numpy as np\n",
    "\n",
    "import os\n",
    "os.chdir(\"..\")\n",
    "os.environ['DEBUG'] = '0'\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "from models.networks.sync_batchnorm import convert_model\n",
    "from models.base_model import BaseModel\n",
    "\n",
    "from options.options import get_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Set up the models</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading model %s ... \n",
      "RESNET encoder\n",
      "RESNET decoder\n",
      "['1.0_l1', '10.0_content']\n",
      "<zip object at 0x7f0aa013d280>\n",
      "Loaded model\n"
     ]
    }
   ],
   "source": [
    "torch.backends.cudnn.enabled = True\n",
    "\n",
    "# REALESTATE\n",
    "MODEL_PATH = './modelcheckpoints/realestate/zbufferpts.pth'\n",
    "\n",
    "\n",
    "BATCH_SIZE = 1\n",
    "\n",
    "opts = torch.load(MODEL_PATH)['opts']\n",
    "opts.render_ids = [1]\n",
    "\n",
    "model = get_model(opts)\n",
    "\n",
    "torch_devices = [int(gpu_id.strip()) for gpu_id in opts.gpu_ids.split(\",\")]\n",
    "device = 'cuda:' + str(torch_devices[0])\n",
    "\n",
    "if 'sync' in opts.norm_G:\n",
    "    model = convert_model(model)\n",
    "    model = nn.DataParallel(model, torch_devices[0:1]).cuda()\n",
    "else:\n",
    "    model = nn.DataParallel(model, torch_devices[0:1]).cuda()\n",
    "\n",
    "\n",
    "#  Load the original model to be tested\n",
    "model_to_test = BaseModel(model, opts)\n",
    "model_to_test.load_state_dict(torch.load(MODEL_PATH)['state_dict'])\n",
    "model_to_test.eval()\n",
    "\n",
    "print(\"Loaded model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> Run the example on an unseen, random image</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max dist:  tensor(0.0010, device='cuda:0') 0.0009765625\n",
      "Max dist:  tensor(1.0000, device='cuda:0')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/private/home/ow045820/.conda/envs/pytorch1.4_3d/lib/python3.7/site-packages/torch/nn/functional.py:2506: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
      "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Predicted Depth')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the image\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize((256,256)),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "\n",
    "im = Image.open('./demos/im.jpg')\n",
    "im = transform(im)\n",
    "\n",
    "# Parameters for the transformation\n",
    "theta = -0.15\n",
    "phi = -0.1\n",
    "tx = 0\n",
    "ty = 0\n",
    "tz = 0.1\n",
    "\n",
    "RT = torch.eye(4).unsqueeze(0)\n",
    "# Set up rotation\n",
    "RT[0,0:3,0:3] = torch.Tensor(quaternion.as_rotation_matrix(quaternion.from_rotation_vector([phi, theta, 0])))\n",
    "# Set up translation\n",
    "RT[0,0:3,3] = torch.Tensor([tx, ty, tz])\n",
    "\n",
    "batch = {\n",
    "    'images' : [im.unsqueeze(0)],\n",
    "    'cameras' : [{\n",
    "        'K' : torch.eye(4).unsqueeze(0),\n",
    "        'Kinv' : torch.eye(4).unsqueeze(0)\n",
    "    }]\n",
    "}\n",
    "\n",
    "# Generate a new view at the new transformation\n",
    "with torch.no_grad():\n",
    "    pred_imgs = model_to_test.model.module.forward_angle(batch, [RT])\n",
    "    depth = nn.Sigmoid()(model_to_test.model.module.pts_regressor(batch['images'][0].cuda()))\n",
    "\n",
    "fig, axis = plt.subplots(1,3, figsize=(10,20))\n",
    "axis[0].axis('off')\n",
    "axis[1].axis('off')\n",
    "axis[2].axis('off')\n",
    "\n",
    "axis[0].imshow(im.permute(1,2,0) * 0.5 + 0.5)\n",
    "axis[0].set_title('Input Image')\n",
    "axis[1].imshow(pred_imgs[0].squeeze().cpu().permute(1,2,0).numpy() * 0.5 + 0.5)\n",
    "axis[1].set_title('Generated Image')\n",
    "axis[2].imshow(depth.squeeze().cpu().clamp(max=0.04))\n",
    "axis[2].set_title('Predicted Depth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
